{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# StructN2V - 2D Example for Convallaria data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# We import all our dependencies.\n",
    "from n2v.models import N2VConfig, N2V\n",
    "import numpy as np\n",
    "from csbdeep.utils import plot_history\n",
    "from n2v.utils.n2v_utils import manipulate_val_data\n",
    "from n2v.internals.N2V_DataGenerator import N2V_DataGenerator\n",
    "from matplotlib import pyplot as plt\n",
    "import urllib\n",
    "import os\n",
    "import zipfile\n",
    "from tifffile import imread"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download Example Data\n",
    "*C. majalis* data acquired by Britta Schroth-Diez of the MPI-CBG Light Microscopy Facility.<br>\n",
    "Thank you Britta!\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a folder for our data.\n",
    "if not os.path.isdir('./data'):\n",
    "    os.mkdir('./data')\n",
    "\n",
    "# check if data has been downloaded already\n",
    "zipPath=\"data/flower.tif\"\n",
    "if not os.path.exists(zipPath):\n",
    "    urllib.request.urlretrieve('https://cloud.mpi-cbg.de/index.php/s/MJPMow0bk8iv95O/download', zipPath)\n",
    "data = imread(\"data/flower.tif\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training Data Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For training we use the <code>N2V_DataGenerator</code> to extract training <code>X</code> and validation <code>X_val</code> patches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "datagen = N2V_DataGenerator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 1024, 1024, 1)\n"
     ]
    }
   ],
   "source": [
    "imgs = datagen.load_imgs_from_directory(directory = \"data/\", dims=\"TYX\")\n",
    "print(imgs[0].shape)\n",
    "# The function automatically added an extra \"channels\" dimensions to the images at the end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets' look at the images.\n",
    "# Select channel=0 in the last dimension, as `imshow()` doesn't really understand channels\n",
    "plt.imshow(imgs[0][0,...,0], cmap='magma')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (640, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n",
      "Generated patches: (160, 96, 96, 1)\n"
     ]
    }
   ],
   "source": [
    "# split up image into little non-overlapping patches for training.\n",
    "# y<832 (top of image) is training, y>=832 (bottom of image) is validation\n",
    "imgs_train = [imgs[0][:,:832]]\n",
    "X = datagen.generate_patches_from_list(imgs_train,shape=(96,96))\n",
    "imgs_vali = [imgs[0][:,832:]]\n",
    "X_val = datagen.generate_patches_from_list(imgs_vali,shape=(96,96))\n",
    "\n",
    "# Patches are created so they do not overlap.\n",
    "# (Note: this is not the case if you specify a number of patches. See the docstring for details!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Just in case you don't know how to access the docstring of a method:\n",
    "datagen.generate_patches_from_list?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's look at one of our training and validation patches.\n",
    "plt.figure(figsize=(14,7))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(X[0,...,0], cmap='magma')\n",
    "plt.title('Training Patch');\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(X_val[0,...,0], cmap='magma')\n",
    "plt.title('Validation Patch');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Noise2Void comes with a special config-object, where we store network-architecture and training specific parameters. See the docstring of the <code>N2VConfig</code> constructor for a description of all parameters.\n",
    "\n",
    "When creating the config-object, we provide the training data <code>X</code>. From <code>X</code> we extract <code>mean</code> and <code>std</code> that will be used to normalize all data before it is processed by the network. We also extract the dimensionality and number of channels from <code>X</code>.\n",
    "\n",
    "Compared to supervised training (i.e. traditional CARE), we recommend to use N2V with an increased <code>train_batch_size</code> and <code>batch_norm</code>.\n",
    "To keep the network from learning the identity we have to manipulate the input pixels during training. For this we have the parameter <code>n2v_manipulator</code> with default value <code>'uniform_withCP'</code>. Most pixel manipulators will compute the replacement value based on a neighborhood. With <code>n2v_neighborhood_radius</code> we can control its size. \n",
    "\n",
    "Other pixel manipulators:\n",
    "* normal_withoutCP: samples the neighborhood according to a normal gaussian distribution, but without the center pixel\n",
    "* normal_additive: adds a random number to the original pixel value. The random number is sampled from a gaussian distribution with zero-mean and sigma = <code>n2v_neighborhood_radius</code>\n",
    "* normal_fitted: uses a random value from a gaussian normal distribution with mean equal to the mean of the neighborhood and standard deviation equal to the standard deviation of the neighborhood.\n",
    "* identity: performs no pixel manipulation\n",
    "\n",
    "For faster training multiple pixels per input patch can be manipulated. In our experiments we manipulated about 0.198% of the input pixels per patch. For a patch size of 64 by 64 pixels this corresponds to about 8 pixels. This fraction can be tuned via <code>n2v_perc_pix</code>.\n",
    "\n",
    "For Noise2Void training it is possible to pass arbitrarily large patches to the training method. From these patches random subpatches of size <code>n2v_patch_shape</code> are extracted during training. Default patch shape is set to (64, 64).  \n",
    "\n",
    "In the past we experienced bleedthrough artifacts between channels if training was terminated to early. To counter bleedthrough we added the `single_net_per_channel` option, which is turned on by default. In the back a single U-Net for each channel is created and trained independently, thereby removing the possiblity of bleedthrough. <br/>\n",
    "__Note:__ Essentially the network gets multiplied by the number of channels, which increases the memory requirements. If your GPU gets too small, you can always split the channels manually and train a network for each channel one after another."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color='red'>Warning:</font> to make this example notebook execute faster, we have set <code>train_epochs</code> to only 10. <br>For better results we suggest 100 to 200 <code>train_epochs</code>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'means': ['549.5349'],\n",
       " 'stds': ['105.08393'],\n",
       " 'n_dim': 2,\n",
       " 'axes': 'YXC',\n",
       " 'n_channel_in': 1,\n",
       " 'n_channel_out': 1,\n",
       " 'unet_residual': False,\n",
       " 'unet_n_depth': 2,\n",
       " 'unet_kern_size': 3,\n",
       " 'unet_n_first': 32,\n",
       " 'unet_last_activation': 'linear',\n",
       " 'unet_input_shape': (None, None, 1),\n",
       " 'train_loss': 'mse',\n",
       " 'train_epochs': 10,\n",
       " 'train_steps_per_epoch': 500,\n",
       " 'train_learning_rate': 0.0004,\n",
       " 'train_batch_size': 128,\n",
       " 'train_tensorboard': True,\n",
       " 'train_checkpoint': 'weights_best.h5',\n",
       " 'train_reduce_lr': {'factor': 0.5, 'patience': 10},\n",
       " 'batch_norm': True,\n",
       " 'n2v_perc_pix': 0.198,\n",
       " 'n2v_patch_shape': (64, 64),\n",
       " 'n2v_manipulator': 'uniform_withCP',\n",
       " 'n2v_neighborhood_radius': 5,\n",
       " 'single_net_per_channel': True,\n",
       " 'structN2Vmask': [[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0]],\n",
       " 'probabilistic': False}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train_steps_per_epoch is set to (number of training patches)/(batch size), like this each training patch \n",
    "# is shown once per epoch. \n",
    "config = N2VConfig(X, unet_kern_size=3, \n",
    "                   train_steps_per_epoch=int(X.shape[0]/128), train_epochs=10, train_loss='mse', batch_norm=True, \n",
    "                   train_batch_size=128, n2v_perc_pix=0.198, n2v_patch_shape=(64, 64), \n",
    "                   n2v_manipulator='uniform_withCP', n2v_neighborhood_radius=5, structN2Vmask = [[0,1,1,1,1,1,1,1,1,1,0]])\n",
    "\n",
    "# Let's look at the parameters stored in the config-object.\n",
    "vars(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tbuchhol/Gitrepos/n2v/n2v/models/n2v_standard.py:428: UserWarning: output path for model already exists, files may be overwritten: /home/tbuchhol/Gitrepos/n2v/examples/2D/structN2V_2D_convallaria/models/n2v_2D\n",
      "  warnings.warn('output path for model already exists, files may be overwritten: %s' % str(self.logdir.resolve()))\n"
     ]
    }
   ],
   "source": [
    "# a name used to identify the model\n",
    "model_name = 'n2v_2D'\n",
    "# the base directory in which our model will live\n",
    "basedir = 'models'\n",
    "# We are now creating our network model.\n",
    "model = N2V(config, model_name, basedir=basedir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training\n",
    "\n",
    "Training the model will likely take some time. We recommend to monitor the progress with TensorBoard, which allows you to inspect the losses during training. Furthermore, you can look at the predictions for some of the validation images, which can be helpful to recognize problems early on.\n",
    "\n",
    "You can start TensorBoard in a terminal from the current working directory with tensorboard --logdir=. Then connect to http://localhost:6006/ with your browser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "StructN2V Mask is:  [[0 1 1 1 1 1 1 1 1 1 0]]\n",
      "8 blind-spots will be generated per training patch of size (64, 64).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Preparing validation data: 100%|██████████| 16000/16000 [00:10<00:00, 1556.52it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "500/500 [==============================] - 63s 126ms/step - loss: 0.4627 - n2v_mse: 0.4627 - n2v_abs: 0.4824 - val_loss: 0.3563 - val_n2v_mse: 0.3563 - val_n2v_abs: 0.4351\n",
      "Epoch 2/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4315 - n2v_mse: 0.4315 - n2v_abs: 0.4679 - val_loss: 0.3476 - val_n2v_mse: 0.3476 - val_n2v_abs: 0.4321\n",
      "Epoch 3/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4249 - n2v_mse: 0.4249 - n2v_abs: 0.4650 - val_loss: 0.3492 - val_n2v_mse: 0.3492 - val_n2v_abs: 0.4329\n",
      "Epoch 4/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4240 - n2v_mse: 0.4240 - n2v_abs: 0.4643 - val_loss: 0.3462 - val_n2v_mse: 0.3462 - val_n2v_abs: 0.4295\n",
      "Epoch 5/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4224 - n2v_mse: 0.4224 - n2v_abs: 0.4629 - val_loss: 0.3442 - val_n2v_mse: 0.3442 - val_n2v_abs: 0.4296\n",
      "Epoch 6/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4214 - n2v_mse: 0.4214 - n2v_abs: 0.4624 - val_loss: 0.3442 - val_n2v_mse: 0.3442 - val_n2v_abs: 0.4318\n",
      "Epoch 7/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4179 - n2v_mse: 0.4179 - n2v_abs: 0.4608 - val_loss: 0.3479 - val_n2v_mse: 0.3479 - val_n2v_abs: 0.4341\n",
      "Epoch 8/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4173 - n2v_mse: 0.4173 - n2v_abs: 0.4603 - val_loss: 0.3454 - val_n2v_mse: 0.3454 - val_n2v_abs: 0.4298\n",
      "Epoch 9/10\n",
      "500/500 [==============================] - 59s 118ms/step - loss: 0.4172 - n2v_mse: 0.4172 - n2v_abs: 0.4608 - val_loss: 0.3405 - val_n2v_mse: 0.3405 - val_n2v_abs: 0.4297\n",
      "Epoch 10/10\n",
      "500/500 [==============================] - 59s 117ms/step - loss: 0.4155 - n2v_mse: 0.4155 - n2v_abs: 0.4597 - val_loss: 0.3416 - val_n2v_mse: 0.3416 - val_n2v_abs: 0.4285\n",
      "\n",
      "Loading network weights from 'weights_best.h5'.\n"
     ]
    }
   ],
   "source": [
    "# We are ready to start training now.\n",
    "history = model.train(X, X_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After training, lets plot training and validation loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['loss', 'lr', 'n2v_abs', 'n2v_mse', 'val_loss', 'val_n2v_abs', 'val_n2v_mse']\n"
     ]
    },
    {
     "data": {
      "image/png": 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xKXpu+Wadcdt8Pbl0Q6GbBQAAAOAAQ0CFpGA5mstPmqg/fuWDGjmoRFf+aqG++fAr2s1yNAAAAAD6CAEVrUw+qFK/u+okffmUQ/TQwtX66E/ma+EqlqMBAAAA0Pu6FFDN7Awze9PMlpvZDR3U+5SZuZnV5JQfbGa7zewb3W0wel9RLKJ/OuMIPfSFE5Vy13m3/13//uSbLEcDAAAAoFd1GlDNLCpprqQzJU2RdKGZTclTr1LStZJezHOZWyQ93r2moq8dP2GYHr92tj557Fj97H+X65P/+Xct38hyNAAAAAB6R1d6UGdKWu7uK9y9UdIDks7JU+9fJP1QUqspYM3sXEnvSlrazbaiACpL4vrxedP184uP1epte/Sxn83Xvc+vZDkaAAAAAD2uKwF1jKTVWftr0mXNzOxYSePc/dGc8gpJ35T0f7vZThTYmdNG6cnr5uiEiVX67u+X6rJfLNDGnSxHAwAAAKDndHuSJDOLKBjC+/U8h2+UdKu7dzgu1MyuNLNaM6vdtGlTd5uEXjJiUIl+efnxuumco/TCii06/bZn9KfX1he6WQAAAAAGiK4E1LWSxmXtj02XZVRKmirpaTNbKWmWpHnpiZJOkHRzuvw6Sf9sZlfnvoC73+nuNe5eU11dvV9vBH3DzPTZEyfo0Wtma+zQMn3xvkX6xn8v0a76RKGbBgAAAKCfs87uJTSzmKS3JJ2qIJgukHSRu+e9p9TMnpb0DXevzSm/UdJud/9xR69XU1PjtbW1HVVBSDQ2pfTTv76t/3x6uUYPKdWt58/Q8ROGFbpZAAAAAELMzBa6e02+Y532oLp7k6SrJT0h6XVJD7n7UjO7yczO7tmmoj8pikX0jdMP10NfOFERM51/x/O6+U9vqLGJ5WgAAAAA7LtOe1D7Gj2o/dPuhibd9Ieleqh2jaaOGaTbzp+hQ0dUFrpZAAAAAEKmWz2oQFdUFMd086en647PHKd12+t11k+f1S+fe1epVLi+AAEAAAAQXgRU9KjTjxqpP103WyceUqUb/7BMl/7iJb3PcjQAAAAAuoCAih43orJEv7jseH3/3KlasHKrTr/tGT32KsvRAAAAAOgYARW9wsx0yazxeuya2Ro/rExfvn+RvvbQYu1kORoAAAAA7SCgoldNqq7Qw1/6gK45dbJ+9/JanXnbfL24YkuhmwUAAAAghAio6HXxaERf+8hhevhLH1Asarrgv17QDx5/XQ1NyUI3DQAAAECIEFDRZ449eKgeu2a2Ljh+nO742wqdO/fveuv9XYVuFgAAAICQIKCiT5UXx/SDTx6t//psjTburNfHfvas/t+zLEcDAAAAgICKAvnIlIP0p+vmaPahw/Uvf1ymz9z9otbv2FvoZgEAAAAoIAIqCqa6slh3XVqjf/3ENC1atV2n3/qM/rBkXaGbBQAAAKBAYoVuAA5sZqaLTjhYJx5Spa8+uFhf+c3L+uvr7+uTx47Vq2t3aNakKh03fmihmwkAAACgD5h7uO79q6mp8dra2kI3AwXQlEzpP55arp/+9W2lXDJJRbGI7vnc8Zo1aXihmwcAAACgB5jZQnevyXeMHlSERiwa0XUfPkybdzXovhffk0tqaErpwjtf1LhhZZo4vFwTh5drUnVmW6FRg0oUiVihmw4AAACgBxBQETqfOHasHl60Ro1NKUUjpnOPGaP6RErvbt6t2pVbVdfYsn5qcSzSHFwzoXXi8HJNGl6uoeVFBXwXAAAAAPYVARWhc9z4obr/ill6YcWWNvegurs27mrQik11endznd7dvFvvbq7Tmxt26c/L3ldT1nI1Q8rizcH1kHRwnTi8XBOqylVaFC3EWwMAAADQAe5BxYCRSKa0Zttevbt5d3OAzWw37KxvVXf04BJNrC7XpOHp4Fod9LqOGVKqWJTJrQEAAIDewj2oOCDEoy3DfT90ROtjdQ1NWrkl3euaDq3vbK7T7xav1a76pqxrmA4eVqZJ1RWalDV0eGJ1uaorimXG/a4AAABAbyGg4oBQXhzTUaMH66jRg1uVu7u21jUGva2bM72uwbDhv721SY1Nqea6lcUxTawub33P6/AKTawuV0Ux/5QAAACA7uKvahzQzExVFcWqqihWzYRhrY4lU6512/em73UNguuKzXVauGqb5i1Zp+zR8SMqi1vNMDxxeIUmVZdr3NAyFcUYMgwAAAB0BQEVaEc0Yho3rEzjhpVpzmHVrY7VJ5J6b+serdhUpxWbdzcPG35y6fvaUtfY+hpDS5tD68Tqch2SHjJ8UCVL5AAAAADZCKjAfiiJR3XYQZU67KDKNsd27Eno3S0tQ4VXpO97fWHFVu1NtCyRUxqPakJ6SZxJ1a2HDQ8ui/fl2wEAAABCgYAK9LDBZXHNKBuiGeOGtCp3d72/s6F5qHBm6PCy9Tv1p6UblMxaImdYeVHzeq6ZGYYnDq/Q+KoylcRZIgcAAAADEwEV6CNmppGDSzRycIk+cOjwVscSyZTe27qneajwivQar8+8vUn/vXBN1jWk0YNLNak5tJZrYnrG4dFDShVlyDAAAAD6MQIqEALxaESHVFfokOqKNsd2NzRpZdZQ4Xc3Bz2wjyxaq10NLUvkFMUimlBV1jJJU1bv67DyIpbIAQAAQOgRUIGQqyiOaeqYwZo6pu0SOZt3N6aHCgehdcWmOr2zqU7/+8ZGJZItQ4YHlcSae1qb73WtLteOPQm9vHq7Zk2q0nHjh/b1WwMAAABaIaAC/ZSZqbqyWNWVxZo5sfUSOU3JlNZtrw9mGG5eJqdOL727Vb99eW3e6w2vKFJlSVyxiCkWjSgeNcUipng0ong0oljUFIuky9PH45GgPB6NBHVjEcXT58fSx7Prx9L1i6KRVnWCa2Su03JOLGIqikVy2hRs6REGAAAYeAiowAAUi0Z0cFWZDq4q0ymHtz5Wn0hq5ZY6/fypd4L1XCWZpIMGleiQ6go1pVJKJF1NyWCbSKa0N5FUU33LflMqvU26mlIpNTYFZU1JVyKVarVGbK+9x4jlBNzsIN16P1MnFg0CdHN5tCX8FkUtT2huHYpj6Wtmh+32gnWmXjwa0evrd2rJmqCnetakKsWjrI0LAACQDwEVOMCUxKM6YuQgffYDE/TEsg1KNKUUj0V00zlTe2yYbzIdYDMhNpFKb9Ohtyl3P5lSItU6FLcE5dwQ3HKN5rp59rODdCIZnF/XmFRT1vGWdqXPb2ppR6oXQvbcp96RFKyPWxKLqCQeVUk8quJ4RCWxqEriLWUl6bLieFZ5qzrBtrid81rXidDjDAAA+gUCKnCAOm78UN1/xSy9sGJLj9+DGo2YopFov14SJ5UKgnV2b3ImWDfmhOCmZKq5LDtYJ5IpPbF0g/702obmnuqTDh2uo8cOVn0ipfqmpOoTSTUkUqpPJNP7Ke3Ymwj2Eyk1pMvqE0k1dSM1F8daB9tM2C3OBNvc4+my4g6Cb0k8kg7ILWWl6frMKA0AAPYHARU4gB03fiiTI7UjEjEVR6Iq7uZvyXHDyvTUmxube6q/+pHD9vtn3pRMqb4ppYZEUvVN6VCbCbJZATdTlh16G7LqZoJxps6OvQltbOf4/opHrW0PcE7ILc7XK5x7vFV4bi9gR1QUDXqJF67a1itfugAAgL5BQAWAXtSTPdWxaEQV0Ygqupuau8jd1dCUCnp4c0JtfU5Izl8nfy/x3kRS2/Y09mgvsZkUj0TUmAxCdXBfdXEw8VfWPcbxrPuVM/cMF2VN8pX9PHO/cjyWPWFX22u0ut85z2tkjmUmB8tMMBahlxkAgDYIqADQy/prT7WZNfdcDla8T14z00uc3Ttcn0i2CrG5vcNBAE7q+RVbtGDlNkmSSxpaXqRJwyvUmHU/dGMypbqGpub7lbPvg25svoc5KMuE3d4SjVhzWI3HWibfysxcnS8AF0VbTwqWL3DHM5OBxXJCcjpkt551u3VQj8fSbeggcNNTDQDoTV0KqGZ2hqSfSIpKusvd/62dep+S9LCk49291sw+IunfJBVJapR0vbv/b4+0HAAw4HSnl3jhqm26+K4XmodTf//cad0KT+6uZMrVlArCaiI9UVdmwq7M5FvZk3Elkp6uFwTepuzynOeZ+5Sz72nOWy+VUqLJg9m008+D+6OzrtGqHb07jXbUpMxLmKSjRg/S+KpyDS2Pa1h5sYaVxTW0vEjDyos0tKxIVRXBtj/fkw4A6Dud/gVgZlFJcyV9RNIaSQvMbJ67L8upVynpWkkvZhVvlvRxd19nZlMlPSFpTE81HgCAjJ6e+MvM0ssTqV+FK3dvFVbbD8PZvcetn+fWyUwI1tiU0gsrtuild7fKFfRUb9vTqD2JpLbVNWr73kS7y0yVFUVbBdbcADusPN5cPqy8SEPKiphsCwAOQF35inqmpOXuvkKSzOwBSedIWpZT718k/VDS9ZkCd3856/hSSaVmVuzuDd1qNQAAefTX4dQ9yaxlfd7ekNtT/dMLj23+mSdTru17GrVtT6O21iW0ta5RW+sy+43aVteorenn72zarW11japrTLbzPqTBpXENy4TZ8iINKwu2VZn9nFBbURxjSSUA6Oe6ElDHSFqdtb9G0gnZFczsWEnj3P1RM7te+X1K0iLCKQAA/VdHPdXRiKmqolhVFcVdvl59etKsIMAmtHVPEGS3ZAXabXWNWr11j5as3q5texrbHcYcj1qrwJodaoeVxTWsoji9H2/uwe1PveMAcCDo9iRJZhaRdIukyzqoc5SC3tXT2jl+paQrJenggw/ubpMAAEAv6sme6pJ4VKMGl2rU4NIu1Xd37W5o0ra6hLbUNTT31uYLta+v26mtexq1fU+i3euVF0Wb75kdlh1oy4tahd1Mby1DjwGgd3UloK6VNC5rf2y6LKNS0lRJT6eH1YyUNM/Mzk5PlDRW0m8lfdbd38n3Au5+p6Q7JammpqZ3Z3cAAAD9lpmpsiSuypK4Dq4q69I5TcmUduxNaNueRm3Z3TIEufV+8Fi+cbe21jVqTwdDj4eUxvMPOc67H2foMQDsg64E1AWSJpvZRAXB9AJJF2UOuvsOScMz+2b2tKRvpMPpEEmPSrrB3Z/ryYYDAAB0RSwaaR56fOiIrp2TPfS4+V7aukZt3ZPQ1rqGYDhy1tDjrXWN7a7jWxSNaGjW/bLNIbbd/biKY1GW8wFwQOo0oLp7k5ldrWAG3qiku919qZndJKnW3ed1cPrVkg6V9F0z+2667DR339jdhgMAAPSW/Rl6vKuhKQix2aE2dwjynq4NPS6JRdTQlJIrWM5nUnW5BpXGFYuYIukZpiNmikVM0UhE0YgUi0QUjVjLw0zRqLWcEwn2o+nnkUjr86ORSOtyC67T+rXaPmK556fbF826RjTS9vxYJKJIut0RU8F6mfkioG/wc0ZXmbc3H3yB1NTUeG1tbaGbAQAA0Kuakilt35toDrXb9rTcR/vUm5u0cNW25roTh5dr7NDS5rV5U+ltMuvRlEop5Qq2qWDbciy3brj+/pPUKlhnh+nWoTZ/sI5a24CeXTeSHZCzAvSW3Y16ctn7SqVckYjprGkjddCgEkltA7O1uyNZTkFu1s6N3m2P79v5uRW6c/1Oz+3ki4OuvNbabXv1m5feUzLlikZMXzh5ko4cNUglsahKi6IqiUdVGg+el6aflxRFVBSNMDx+gDKzhe5ek/cYARUAACBccpfzuf+KWT3e65QJuan02rnJpCvpnjfgtgm5ni5LZp2fSimZUvM23/kpzz3H84Tulutkn9P8mu0E9OygnvT0+Vmvle+c3Q1NamhKNf9MMks05f557GopaHtMHRZ4TkFn5+f+bd72eO4LDlwRU3NwzQ6xzc/jUZXEI23K8oXekjwBOFPeW8tyoX0dBdRuz+ILAACAntXRcj49JRIxFR3gMxL3xRcBfa1NwM3a7W4Y7ixst21LsH35vW363C8XKJFMKRaN6LbzZ+jQERXam0hqb2NSexNJ1SeS6f1U8/P6rOO5+9v3JrRhR33Lscak9iSSSu7H6IBYxNKhNTvARlUaj+QNxW0Dc0vYbS8Ul8SjzADeRfSgAgAA4IDFvZF9o69+zolkqjmw1idSzQF2b2N2CO48AO9NpFSfE54zx/ckkvvVk10Ui+QJueke4FjrgADaKs8AABsISURBVNw6FEe61iscj6o4FtHLq7eH/jPNEF8AAAAA6AHursZkSvWNrQNwR6E3E5Y7DsXJ5lAcHEt13ph2mEnFIR4VwBBfAAAAAOgBZqbiWFTFsagGK95rr5NKuRqa2vYCt98TnNIzb2/SC+9skbuUaErphRVbQhlQO0JABQAAAICQiUQsGMJbFO3yOTMnDmt1X/WsSVW92MLeQUAFAAAAgAGgLyZY620EVAAAAAAYII4bP7RfBtMMFv0BAAAAAIQCARUAAAAAEAoEVAAAAABAKBBQAQAAAAChQEAFAAAAAIQCARUAAAAAEAoEVAAAAABAKBBQAQAAAAChQEAFAAAAAIQCARUAAAAAEAoEVAAAAABAKBBQAQAAAAChQEAFAAAAAIQCARUAAAAAEAoEVAAAAABAKBBQAQAAAAChQEAFAAAAAIQCARUAAAAAEAoEVAAAAABAKBBQAQAAAAChQEAFAAAAAIQCARUAAAAAEAoEVAAAAABAKHQpoJrZGWb2ppktN7MbOqj3KTNzM6vJKvtW+rw3zez0nmg0AAAAAGDgiXVWwcyikuZK+oikNZIWmNk8d1+WU69S0rWSXswqmyLpAklHSRot6S9mdpi7J3vuLQAAAAAABoKu9KDOlLTc3Ve4e6OkBySdk6fev0j6oaT6rLJzJD3g7g3u/q6k5enrAQAAAADQSlcC6hhJq7P216TLmpnZsZLGufuj+3ouAAAAAABSD0ySZGYRSbdI+no3rnGlmdWaWe2mTZu62yQAAAAAQD/UlYC6VtK4rP2x6bKMSklTJT1tZislzZI0Lz1RUmfnSpLc/U53r3H3murq6n17BwAAAACAAaErAXWBpMlmNtHMihRMejQvc9Ddd7j7cHef4O4TJL0g6Wx3r03Xu8DMis1soqTJkl7q8XcBAAAAAOj3Op3F192bzOxqSU9Iikq6292XmtlNkmrdfV4H5y41s4ckLZPUJOkqZvAFAAAAAORj7l7oNrRSU1PjtbW1hW4GAAAAAKAXmNlCd6/Jd6zbkyQBAAAAANATCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIhS4FVDM7w8zeNLPlZnZDnuNfNLNXzWyxmT1rZlPS5XEzuyd97HUz+1ZPvwEAAAAAwMDQaUA1s6ikuZLOlDRF0oWZAJrl1+4+zd1nSLpZ0i3p8vMkFbv7NEnHSfqCmU3oobYDAAAAAAaQrvSgzpS03N1XuHujpAcknZNdwd13Zu2WS/LMIUnlZhaTVCqpUVJ2XQAAAAAAJEmxLtQZI2l11v4aSSfkVjKzqyR9TVKRpA+lix9WEGbXSyqT9FV339qdBgMAAAAABqYemyTJ3ee6+yGSvinpO+nimZKSkkZLmijp62Y2KfdcM7vSzGrNrHbTpk091SQAAAAAQD/SlYC6VtK4rP2x6bL2PCDp3PTziyT9yd0T7r5R0nOSanJPcPc73b3G3Wuqq6u71nIAAAAAwIDSlYC6QNJkM5toZkWSLpA0L7uCmU3O2j1L0tvp5+8pPdzXzMolzZL0RncbDQAAAAAYeDq9B9Xdm8zsaklPSIpKutvdl5rZTZJq3X2epKvN7MOSEpK2Sbo0ffpcSb8ws6WSTNIv3P2V3ngjAAAAAID+zdy981p9qKamxmtrawvdDAAAAABALzCzhe7e5tZPqQcnSQIAAAAAoDsIqAAAAACAUCCgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCoUsB1czOMLM3zWy5md2Q5/gXzexVM1tsZs+a2ZSsY0eb2fNmtjRdp6Qn3wAAAAAAYGDoNKCaWVTSXElnSpoi6cLsAJr2a3ef5u4zJN0s6Zb0uTFJ90n6orsfJekUSYmeaz4AAAAAYKDoSg/qTEnL3X2FuzdKekDSOdkV3H1n1m65JE8/P03SK+6+JF1vi7snu99sAAAAAMBA05WAOkbS6qz9NemyVszsKjN7R0EP6jXp4sMkuZk9YWaLzOyfuttgAAAAAMDA1GOTJLn7XHc/RNI3JX0nXRyT9EFJF6e3nzCzU3PPNbMrzazWzGo3bdrUU00CAAAAAPQjXQmoayWNy9ofmy5rzwOSzk0/XyPpGXff7O57JD0m6djcE9z9Tnevcfea6urqrrUcAAAAADCgdCWgLpA02cwmmlmRpAskzcuuYGaTs3bPkvR2+vkTkqaZWVl6wqSTJS3rfrMBAAAAAANNrLMK7t5kZlcrCJtRSXe7+1Izu0lSrbvPk3S1mX1YwQy92yRdmj53m5ndoiDkuqTH3P3RXnovAAAAAIB+zNy981p9qKamxmtrawvdDAAAAABALzCzhe5ek+9Yj02SBAAAAABAd3Q6xBc5Ft4jbVkuHfEx6eATCt0aAAAAABgwCKj7YvVL0h+uleTS338qjZohTZwjjZoePB82SYrQKQ0AAAAA+4OAui9WzpfMJHdJJu1+X3rxdinZGBwvqpRGHZ0OrOnQOnyyFIkWtNkAAAAA0B8QUPfFhNlStDgIpNEi6R/uDULopjek9UvSj8VS7S+kpr3BOfEy6aCpQWAdPSPYVh8hReOFfS8AAAAAEDLM4ruvVr8U9KROmC2Nm5m/TrJJ2vJ2EFjXLQ62G16RGncHx6PF0kFTgnCb6W0dMUWKl/Td+wAAAACAAuhoFl8Cal9JpaStK4Ie1vWLW3pc63cExyMxacSRLUODR00Pel6LygrbbgAAAADoQR0FVIb49pVIRBp+aPCY9umgzF3atjJrePAS6c3HpZfvC45bRBp+eEsv6+gZ0shpUnFlwd4GAAAAAPQWAmohmUnDJgaPo84NytylnWtbAuu6xdKKp6VXHsicJFUd0rqnddTRUunQQr0LAAAAAOgRBNSwMZMGjw0eR5zVUr5rg7T+lZbhwatfkl77n5bjQydkzR6cDq/lw/u8+QAAAACwvwio/UXlyOBx2GktZXVbWt/Pun6JtOz3LccHjW09PHjU9OAaAAAAABBCBNT+rLxKOvTU4JGxd3swY3D2EOE3H5OUngyr4qCc4cHTg95as4K8BQAAAADIIKAONKVDpIlzgkdGwy5pw2st67SuXyIt/4vkqeB4WVXO8ODp0tCJhFYAAAAAfYqAeiAorpTGnxg8Mhr3SBuXSetebult/ft/SKlE+pzBweRLmd7W0TOkYYcEsxEDAAAAQC8goB6oisqksTXBI6OpIQit2fe0vvRfUrIhfU5FsMxN9hDh4YdJUT5GAAAAALqPZIEWsWJp9DHBIyOZkDa9mRVaF0uL7pUSt6fPKZVGTm09PLj6SClWVJj3gH2z+iVp5Xxpwmxp3MxCtwYAAAAHOHP3QrehlZqaGq+trS10M9CRVFLasjyYgCm7t7VxV3A8WiSNmNJ6BuERR0nxksK2eyBIpaSmvVIi/Wiqz7PdIyXq0/Vyt1nPd66XVr8Q3ItsEWny6dLwycF9zCVDpJLB6edDW5fRYw4AAIBuMLOF7l6T9xgBFT0ilZK2vdt62Zt1i6X67cFxi0ojjmw9PHjkVKmovLDt7q7mwJgOhnkDYyZM5guM9R0cyw6h6bJk4/63NVYqxdOPWInUuFva/X7L8aKKoMc8M6S7PUWVeULskPa32XXoWQcAADjgEVBRGO7S9vdaDw9et1jaszk4bhGpanLLGq2jpgf3uJYM3v+hp70aGLOv2VOBsaRtcGzelkjxspyyrG28NOcaWdvcY7HitrMyr35Juufs4D1Ei6RL5wU/68TeYLmi+h3BFwx7t3ewzamT2NPxe46XdR5i29vSAw/gQNLUKC3/c/C7etLJ0sSTpUi00K0CgB5BQEV4uEu71rf0sGbC6651LXUqx0i7N2QNPf1w0LvXlWGrPRYY8wXH7AC4r8ExfU5HgbEQevoe1KaGILR2FGLb2zbu7vja0eLOQ2xpOuzmlsXLwvHzBnBgcg++wKvbHHxJW7clvc3ezy7bIjXsbHudogqpeFAwO3+rR7qsJPfYoPzPCboACoyAivDbvbGll/XVh6VNb7QcK6qUKqrzhMN8PYddDY7Zx8rCExgPZMmmnDC7rWu9tnt3SA07Or52JN55iG0v6BZX8tkA0Jp78PunLidUths+Nwejb/KJxKXy4VLZcKm8Kr0dHkxQuOJpSS7JgvXND5oaBNeGXelH9vP0Q134uy5e3jrINgfb9sJvO+XMSQBgP3UUUPnNgnCoGCFN/kjwmHhy66Gnn3mEGWYPBNFY8MdZedW+n5tK5gTXTnpt6zZLW94JntfvCHrr22PRDoYgdxJ0iwcFawczWzIQbskmae+2nGCZDp2Z/T1bWsLmni1Sqin/teLlLUGz4qBg0sCyqqwQmhNG2/sSbPVL0nsvtPxf+KHvdP77I5WSEnVBUK3f2U6Ibad898bW53Qp6JbtW6Bt08ubfh6Nd/5aAA4Y9KAinPiDHn0llQpmoO5Sb22erSc7uLgFaw437pHkwZD10cdJg8cEE4TFy4Jt5hEvC4bwFaXL4+U5z8uDnn96dIGONTW0DZrZYTM3fO7drnYDWcng/MEys19W1bosXtpz76NQ/xe6S411OaE2T29tw86sUJvnWMPOjr8AzIiVdDwkudNe3sHBlon4gH6DIb4A0Bvcg3tn29x3m7V952lp7YKWcypHBX9INdYFj8Sefbx32rLCbDrQ5g26eZ5nB92isrbPGa6HMMr8O8vuwcwbNLOG2GaWPctlkSBQNgfMqpzezdzwOYzeve7I3Hubb0hyfXtDlfM8r9/ZyZeBadHinFA7OE+YzdPLu31VMKT6sDOkCSf1/s8FAEN8AaBXmLX8gTN4bP46k09rPWT9H+5t2xOSTLQOrI27g17X7OeNdcHQvca69LGs5427W5YNar5GXeezKueKFncQbDsLwfl6fiu4xxttpVLBlzf5ejTb6+Vsb/mraFHrYDlsYp6gmfW8ZEgw7B59w6zl90TlyP2/jntwD2+7w5Z3BXMR5OvJ3b669bDm9oZmS9Lffxqs/T10vDRojDRodM5jTPAlY1HZ/r8XAJ0ioAJAbxo3M1jCp6NhetH0JE6lQ3r2tVOpIKTub+jNBN2d61qeZ451pTcjw6I5Ybajnt900M0benN6fuNlbcMGtwf0jeyf8+hjW8JlvuGzbcLnlvY/P0UVLT2alaOCpcfKhuUMsR3eUqeogi8/DgRmLZMdVh60/9dxD4Z/Zw9Brr1bWnSfpJQkS3/JUSVtWymteq5lPfdspUNzAmye58WV+99O4ADHEF8AwL5xD3qE8/X6djX0Zvf0Zh9rb6bT9sTLWoKuWTBUz9P3+w4/vIf/SOyl/y979f/hXrh2w25p81tdu3bp0LZDanODZnYZ6x2jr7W3JnhGY520c720c23wZV3zNut5Zn33bMWD2va+5obZkiF8wYIDFkN8AQA9xywYthsrDnq3elIqmRNe67oeetcvaQl7ngp6SrozrDCfXvtjshf/SO3pNreaUCi9/MmRH28bPkuHcV8zwq+zUS5F5dLwQ4NHexL1wRrvmeC6KyfAbnxd2rVBbb7UiZfl74WtzCorq2JYOg44/M8BAAiPSDSYrbNk0L6fm9sT8sk7GObbG3J/zl1Z/gQIs3Ezu/cZjpcEQ4OHTWy/TjIRzBPQXi/symeDkJt7j2y0KBjunndIcXpbMSL43QkMEAzxBQAMHNyD2jf4OQM9L5WU6jblD7DZz3NnfrdoOsR2cE9s5UhmpEaosMwMAAAA0N+5BxONtQquuWF2bZ5Z3E2qOKidEJs1tJj7wAeGfvAlIvegAgAAAP2dWXCPd/lwadT0/HXcg/W58wXXneukLe9I784PlubJVVbVfi9sZltU3rvv8UDkHgwDTzamH9nP85UlgnkW8pVveVta+MtgLoZocduJv/qBLgVUMztD0k8kRSXd5e7/lnP8i5KukpSUtFvSle6+LOv4wZKWSbrR3X/cQ20HAAAAkM2sZemyg6a0X69hV84MxVkhdsfaoBdu79a255UM7sIyO4PaTtBWqF69VCod3hryh8CmfOX7Ujf32lnHm/IFzMz1c+r2hmRj8DMfaAHVzKKS5kr6iKQ1khaY2bzsACrp1+5+e7r+2ZJukXRG1vFbJD3eY60GAAAAsP+KK6XqSqn6sPbrJPa2nqE4N8xueFXavVFtZiguqmgdWuXSK/8d3GcbjUknfVUaMq6bvYUd1c0q25d1u7vKosEEVtGi4N7ezDZWnFNWJMUHty3LWzezLW5bN1qUrp+nvNUjLq1/RfrN+cHPIFoUfCHQz3SlB3WmpOXuvkKSzOwBSeco6BGVJLn7zqz65cr6lJrZuZLelVTXEw0GAAAA0AfipdKwScGjPU2N0u4N7U/qtOLpYJuJB8lG6Zkftn+9zgJY5nmsJOjN7Y2Q1/wa7ZSHedbkQ06RLv1D6O9B7UhXAuoYSauz9tdIOiG3kpldJelrkookfShdViHpmwp6X7/R3cYCAAAACJFYkTTk4ODRnlXPS786N708VVw693Zp7PH5exZ7bb3pA0h3l04qsB6bJMnd50qaa2YXSfqOpEsl3SjpVnffbR182MzsSklXStLBB3fw4QYAAADQv4w/sd/36qHvdCWgrpU0Lmt/bLqsPQ9I+nn6+QmSPm1mN0saIillZvXu/h/ZJ7j7nZLulIJlZrrYdgAAAAD9QT/v1UPf6UpAXSBpsplNVBBML5B0UXYFM5vs7m+nd8+S9LYkufvsrDo3StqdG04BAAAAAJC6EFDdvcnMrpb0hIJlZu5296VmdpOkWnefJ+lqM/uwpISkbQqG9wIAAAAA0GXmHq4RtTU1NV5bW1voZgAAAAAAeoGZLXT3mnzHIn3dGAAAAAAA8iGgAgAAAABCgYAKAAAAAAgFAioAAAAAIBQIqAAAAACAUCCgAgAAAABCIXTLzJjZJkmrCt2OTgyXtLnQjQB6CJ9nDDR8pjGQ8HnGQMLnGRnj3b0634HQBdT+wMxq21u3B+hv+DxjoOEzjYGEzzMGEj7P6AqG+AIAAAAAQoGACgAAAAAIBQLq/rmz0A0AehCfZww0fKYxkPB5xkDC5xmd4h5UAAAAAEAo0IMKAAAAAAgFAuo+MLMzzOxNM1tuZjcUuj1Ad5jZODN7ysyWmdlSM7u20G0CusvMomb2spn9sdBtAbrLzIaY2cNm9oaZvW5mJxa6TcD+MrOvpv/eeM3MfmNmJYVuE8KJgNpFZhaVNFfSmZKmSLrQzKYUtlVAtzRJ+rq7T5E0S9JVfKYxAFwr6fVCNwLoIT+R9Cd3P0LSdPHZRj9lZmMkXSOpxt2nSopKuqCwrUJYEVC7bqak5e6+wt0bJT0g6ZwCtwnYb+6+3t0XpZ/vUvCHz5jCtgrYf2Y2VtJZku4qdFuA7jKzwZLmSPp/kuTuje6+vbCtArolJqnUzGKSyiStK3B7EFIE1K4bI2l11v4a8cc8BggzmyDpGEkvFrYlQLfcJumfJKUK3RCgB0yUtEnSL9LD1u8ys/JCNwrYH+6+VtKPJb0nab2kHe7+ZGFbhbAioAIHODOrkPQ/kq5z952Fbg+wP8zsY5I2uvvCQrcF6CExScdK+rm7HyOpThLzX6BfMrOhCkYeTpQ0WlK5mV1S2FYhrAioXbdW0ris/bHpMqDfMrO4gnB6v7s/Uuj2AN1wkqSzzWylglswPmRm9xW2SUC3rJG0xt0zI1seVhBYgf7ow5LedfdN7p6Q9IikDxS4TQgpAmrXLZA02cwmmlmRghu75xW4TcB+MzNTcG/T6+5+S6HbA3SHu3/L3ce6+wQFv5//1935dh79lrtvkLTazA5PF50qaVkBmwR0x3uSZplZWfrvj1PFpF9oR6zQDegv3L3JzK6W9ISCmcfudvelBW4W0B0nSfqMpFfNbHG67J/d/bECtgkA0OIrku5PfzG+QtLlBW4PsF/c/UUze1jSIgWrCLws6c7CtgphZe5e6DYAAAAAAMAQXwAAAABAOBBQAQAAAAChQEAFAAAAAIQCARUAAAAAEAoEVAAAAABAKBBQAQAIOTM7xcz+WOh2AADQ2wioAAAAAIBQIKACANBDzOwSM3vJzBab2R1mFjWz3WZ2q5ktNbO/mll1uu4MM3vBzF4xs9+a2dB0+aFm9hczW2Jmi8zskPTlK8zsYTN7w8zuNzMr2BsFAKCXEFABAOgBZnakpPMlneTuMyQlJV0sqVxSrbsfJelvkr6XPuVeSd9096MlvZpVfr+kue4+XdIHJK1Plx8j6TpJUyRNknRSr78pAAD6WKzQDQAAYIA4VdJxkhakOzdLJW2UlJL0YLrOfZIeMbPBkoa4+9/S5fdI+m8zq5Q0xt1/K0nuXi9J6eu95O5r0vuLJU2Q9Gzvvy0AAPoOARUAgJ5hku5x92+1KjT7Pzn1fD+v35D1PCn+DwcADEAM8QUAoGf8VdKnzWyEJJnZMDMbr+D/2k+n61wk6Vl33yFpm5nNTpd/RtLf3H2XpDVmdm76GsVmVtan7wIAgALi21cAAHqAuy8zs+9IetLMIpISkq6SVCdpZvrYRgX3qUrSpZJuTwfQFZIuT5d/RtIdZnZT+hrn9eHbAACgoMx9f0caAQCAzpjZbnevKHQ7AADoDxjiCwAAAAAIBXpQAQAAAAChQA8qAAAAACAUCKgAAAAAgFAgoAIAAAAAQoGACgAAAAAIBQIqAAAAACAUCKgAAAAAgFD4/wH8TqhiXN1EYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(sorted(list(history.history.keys())))\n",
    "plt.figure(figsize=(16,5))\n",
    "plot_history(history,['loss','val_loss']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export Model in BioImage ModelZoo Format\n",
    "See https://imagej.net/N2V#Prediction for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:No assets to save.\n",
      "INFO:tensorflow:No assets to write.\n",
      "INFO:tensorflow:SavedModel written to: /tmp/tmpa2nls8w6/model/saved_model.pb\n",
      "\n",
      "Model exported in BioImage ModelZoo format:\n",
      "/home/tbuchhol/Gitrepos/n2v/examples/2D/structN2V_2D_convallaria/models/n2v_2D/export.bioimage.io.zip\n"
     ]
    }
   ],
   "source": [
    "model.export_TF(name='Struct Noise2Void - Convallaria Example', \n",
    "                description='This is the Struct Noise2Void example trained on the Convallaria data in python.', \n",
    "                authors=[\"Coleman Broaddus\"],\n",
    "                test_img=X_val[0], axes='YXC',\n",
    "                patch_shape=(96,96))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "n2v",
   "language": "python",
   "name": "n2v"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
